DeepYen Intelligence Rushes to Hong Kong Stock Market: How Decision AI Agents Monetize Commercial Value?

After more than two years of an “arms race” around parameter scale, model capabilities, and reasoning performance, discussions in the capital markets have gradually shifted.

Multiple institutions have reported that as foundational model capabilities become increasingly similar, the value focus of enterprise AI is shifting from model performance to application layers. Among them, AI agents that can automatically execute tasks within specific business processes and directly impact operational results are seen as a key form for the next phase of enterprise AI deployment.

Against this backdrop, I have noticed that some AI companies with long-term industry application experience are beginning to re-enter the capital market’s attention.

Recently, the China Securities Regulatory Commission issued a filing notice for Beijing Shenyuan Intelligent Technology Co., Ltd. (“Shenyuan Intelligent”) regarding its overseas issuance and listing, marking a significant step forward in its Hong Kong listing process. According to the filing notice, the company plans to issue no more than 10,428,200 ordinary shares for overseas listing on the Hong Kong Stock Exchange.

The last time the company prepared for a Growth Enterprise Market (GEM) listing was in June 2022, but in June 2024, it voluntarily withdrew its A-share listing application and ultimately chose to list in Hong Kong instead.

Public information shows that Shenyuan Intelligent was originally named PinYou Interactive, a leading Chinese decision-making AI technology company focusing on marketing and sales scenarios. In the current enterprise AI landscape, especially with AI agents gaining significant attention from capital markets, this company has long been dedicated to commercial decision AI, having already launched its decision AI agent product Deep Agent, which has further attracted market interest.

1. Decision Intelligence: Scaling Deployment from Marketing Scenarios

In the process of enterprise digitalization, marketing and sales are among the earliest and main commercialization scenarios because their decision outcomes directly relate to business growth and ROI. Industry analysis generally agrees that the demand for measurable results in this field compels AI service providers to deliver practical solutions, forming a relatively mature market.

Shenyuan Intelligent is an early entrant in this field. In 2011, the company launched AlphaDesk, an AI decision platform for advertising placement. In 2017, it introduced AlphaData, an AI decision platform for enterprise CRM. These platforms are not just simple toolsets but complex systems deeply embedded in business workflows, driven by AI for real-time decision-making. AlphaDesk’s core capability is using machine learning models to predict, within milliseconds, the likelihood of end-user clicks or conversions on specific ads, automatically adjusting bids and creative matching accordingly. AlphaData aims to help enterprises break data silos, build unified customer data platforms, and use AI to forecast key business nodes.

According to a report by Frost & Sullivan, in 2024, Shenyuan Intelligent holds the leading market share in China’s marketing and sales decision AI application market based on revenue. Its technological strength relies on a long-term proprietary algorithm system, including real-time bidding prediction models, anti-fraud detection, and dynamic bidding algorithms. This foundation positions it well for the next technological cycle.

2. Technological Evolution: Targeting a New Frontier of Enterprise AI Agents

As large language models improve in reasoning, planning, and tool invocation, AI agents capable of autonomously executing complex tasks are moving from conceptual exploration to industry application. Shenyuan Intelligent combined its long-term experience in marketing decision-making with cutting-edge models, launching the “DeepAgent” platform in February 2025, positioned as an enterprise-level AI agent system spanning the entire marketing lifecycle.

Shortly after launch, Shenyuan Intelligent was included in IDC’s “China AI Agent Application Market Panorama.” Unlike standalone AI tools, this system is designed to understand single commands and autonomously coordinate a series of cross-platform operations. It is understood that the platform is not built entirely from scratch but is an integrated and upgraded version of its existing AlphaDesk and AlphaData systems, aiming to create a closed decision loop from public domain customer acquisition to private domain operations.

In early 2026, the company further iterated to DeepAgent 3.0.

DeepAgent 3.0 expanded the number of intelligent agents and application scenarios, launching over twenty enterprise-level AI agents covering user operations, advertising, sales, customer service, social marketing, product innovation, go-to-market (GTM), and user insights. It extended the application of intelligent agents from marketing to user operations, sales, customer service, and product innovation, among other areas, with more than twenty vertical applications.

On the commercial front, the IPO prospectus shows that DeepAgent has secured contracts worth tens of millions of RMB, with clients across food and beverage, retail, beauty, and automotive industries. This indicates that the market demand for enterprise AI agents is increasingly emerging within specific business scenarios.

3. Value Realization: Financial Resilience, Market Trends, and Growth Potential

According to the IPO prospectus, from 2022 to 2024, Shenyuan Intelligent’s revenue was 543 million RMB, 611 million RMB, and 538 million RMB, respectively. Although the decline in 2024 was mainly due to macroeconomic factors affecting some clients’ budgets, the first half of 2025 saw a year-over-year recovery of 5.8% to 277 million RMB, demonstrating business resilience. Amid an industry where many AI companies are still in investment phases, Shenyuan Intelligent has achieved profitability for three consecutive years, making it one of the few in the AI application sector to demonstrate self-sustaining revenue generation.

At the start of 2026, the global AI industry’s focus has shifted from large model parameter competitions to the practical deployment of AI agents. Capital markets have responded strongly, with active financing of top domestic and international AI agent projects over the past six months and rising valuations. From Meta’s proposed acquisition of AI agent company Manus for $40-50 billion to the recent buzz around the intelligent agent product Open Claw (“Lobster”) and its experiential hype, these developments confirm this trend.

Industry data shows that this market is experiencing exponential growth. Elephant Research Institute predicts that by 2026, the global economic scale related to AI agents will surpass $500 billion. However, the market is shifting from “pursuit of existence” to “value deepening.” Elephant Research Institute forecasts that general-purpose conversational agents will decline in growth, while vertical industry and process-restructuring agents will grow over 60%. This shift creates opportunities for AI application companies that have already established strong barriers in specific fields.

With these optimistic industry prospects, the AI value focus that Shenyuan Intelligent is targeting adds considerable appeal. Market analysts suggest that promoting AI agent business could accelerate its potential release. The company has a roster of brand clients, including Fortune 500 companies, deeply embedded in key marketing and sales processes. This not only means valuable industry know-how but also allows it to leverage existing client channels to validate and penetrate new products like DeepAgent at relatively low market education costs.

Furthermore, its pragmatic commercialization strategy further amplifies market potential. Shenyuan Intelligent is pushing for modular AI agent capabilities and exploring flexible payment models such as “pay-as-you-go.” This evolution from highly customized projects to standardized products and services aims to expand its target customer base from large top-tier enterprises to a broader mid-sized market, which is seen as a key move to scale its market presence.

As AI industry competition shifts from model development to application deployment, companies with clear business models and monetization scenarios are poised for a reassessment of their value.